Projects

VAE-Guided Testing Framework for OpenPilot’s Vision Model

The control of autonomous driving systems is largely based on their visual predictions. However, due to the uncertainty and complexity of real-world driving environments, these systems will need to safely handle unfamiliar inputs. Otherwise, a misinterpretation of these inputs can lead to costly real-world misbehaviors. We examine the vision model… Read more

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LakeNet: Water Quality Monitoring with Satellite Images and CNNs

Monitoring the water quality of lakes is a challenging task that can provide significant benefits and insights to environmental conservationists, policy-makers, and educators alike. While current methods utilize in-situ measurements to project water quality parameters, such methods are expensive and time consuming. This project proposes a Convolutional Neural Network regressor… Read more

Download: [Paper]